annotate Problems/generateAudioDeclippingProblem.m @ 140:31d2864dfdd4 ivand_dev

Audio Impainting additional constraints with cvx added
author Ivan Damnjanovic lnx <ivan.damnjanovic@eecs.qmul.ac.uk>
date Mon, 25 Jul 2011 17:27:05 +0100
parents 9207d56c5547
children b14209313ba4
rev   line source
ivan@136 1 function data = generateAudioDeclippingProblem(soundfile, clippingLevel, windowSize, overlap, wa, ws, wd, Dict_fun, redundancyFactor)
ivan@136 2 %% Generate Audio Declipping Problem
ivan@136 3 %
ivan@140 4 % generateAudioDeclippingProblem is part of the SMALLbox [1] and generates
ivan@140 5 % Audio declipping is a problem proposed in Audio Inpaining Toolbox and
ivan@140 6 % in [2].
ivan@140 7 %
ivan@140 8 % [1] I. Damnjanovic, M. E. P. Davies, and M. P. Plumbley "SMALLbox - an
ivan@140 9 % evaluation framework for sparse representations and dictionary
ivan@140 10 % learning algorithms," V. Vigneron et al. (Eds.): LVA/ICA 2010,
ivan@140 11 % Springer-Verlag, Berlin, Germany, LNCS 6365, pp. 418-425
ivan@140 12 % [2] A. Adler, V. Emiya, M. G. Jafari, M. Elad, R. Gribonval, and M. D.
ivan@140 13 % Plumbley, “Audio Inpainting,” submitted to IEEE Trans. Audio, Speech,
ivan@140 14 % and Lang. Proc., 2011, http://hal.inria.fr/inria-00577079/en/.
ivan@140 15
ivan@136 16
ivan@136 17 % Centre for Digital Music, Queen Mary, University of London.
ivan@136 18 % This file copyright 2011 Ivan Damnjanovic.
ivan@136 19 %
ivan@136 20 % This program is free software; you can redistribute it and/or
ivan@136 21 % modify it under the terms of the GNU General Public License as
ivan@136 22 % published by the Free Software Foundation; either version 2 of the
ivan@136 23 % License, or (at your option) any later version. See the file
ivan@136 24 % COPYING included with this distribution for more information.
ivan@136 25 %
ivan@136 26 %%
ivan@136 27 FS=filesep;
ivan@136 28 TMPpath=pwd;
ivan@136 29
ivan@136 30 if ~ exist( 'soundfile', 'var' ) || isempty(soundfile)
ivan@136 31 %ask for file name
ivan@136 32 [pathstr1, name, ext, versn] = fileparts(which('SMALLboxSetup.m'));
ivan@136 33 cd([pathstr1,FS,'data',FS,'audio']);
ivan@136 34 [filename,pathname] = uigetfile({'*.mat; *.mid; *.wav'},'Select a file to transcribe');
ivan@136 35 [pathstr, name, ext, versn] = fileparts(filename);
ivan@136 36 data.name=name;
ivan@136 37
ivan@136 38 if strcmp(ext,'.mid')
ivan@136 39 midi=readmidi(filename);
ivan@136 40 % data.notesOriginal=midiInfo(midi);
ivan@136 41 y=midi2audio(midi);
ivan@136 42 wavwrite(y, 44100, 16, 'temp.wav');
ivan@136 43 [x.signal, x.fs, x.nbits]=wavread('temp.wav');
ivan@136 44 delete('temp.wav');
ivan@136 45 elseif strcmp(ext,'.wav')
ivan@136 46 % cd([pathstr1,FS, 'data', FS, 'audio', FS, 'midi']);
ivan@136 47 % filename1=[name, '.mid'];
ivan@136 48 % if exist(filename1, 'file')
ivan@136 49 % midi=readmidi(filename1);
ivan@136 50 % data.notesOriginal=midiInfo(midi);
ivan@136 51 % end
ivan@136 52 cd([pathstr1,FS, 'data', FS, 'audio', FS, 'wav']);
ivan@136 53 [x.signal, x.fs, x.nbits]=wavread(filename);
ivan@136 54 else
ivan@136 55 % cd([pathstr1,FS, 'data', FS, 'audio', FS, 'midi']);
ivan@136 56 % filename1=[name, '.mid'];
ivan@136 57 % if exist(filename1, 'file')
ivan@136 58 % midi=readmidi(filename1);
ivan@136 59 % data.notesOriginal=midiInfo(midi);
ivan@136 60 % end
ivan@136 61 cd([pathstr1,FS, 'data', FS, 'audio', FS, 'mat']);
ivan@136 62 x=load([pathname,filename]);
ivan@136 63 end
ivan@136 64 else
ivan@136 65 [x.signal, x.fs, x.nbits]=wavread(soundfile);
ivan@136 66 [pathstr, name, ext, versn] = fileparts(soundfile);
ivan@136 67 data.name=name;
ivan@136 68 end
ivan@136 69
ivan@136 70 if ~ exist( 'clippingLevel', 'var' ) || isempty(clippingLevel), clippingLevel = 0.6; end
ivan@136 71 if ~ exist( 'windowSize', 'var' ) || isempty(windowSize), windowSize = 256; end
ivan@136 72 if ~ exist( 'overlap', 'var' ) || isempty(overlap), overlap = 0.5; end
ivan@136 73 if ~ exist( 'wa', 'var' ) || isempty(wa), wa = @wRect; end % Analysis window
ivan@136 74 if ~ exist( 'ws', 'var' ) || isempty(ws), ws = @wSine; end % Synthesis window
ivan@136 75 if ~ exist( 'wd', 'var' ) || isempty(wd), wd = @wRect; end % Weighting window for dictionary atoms
ivan@136 76
ivan@136 77 %% preparing signal
ivan@136 78
ivan@136 79 [problemData, solutionData] = generateDeclippingProblem(x.signal,clippingLevel);
ivan@136 80
ivan@136 81 x_clip = im2colstep(problemData.x,[windowSize 1],[overlap*windowSize 1]);
ivan@136 82 x_clip= diag(wa(windowSize)) * x_clip;
ivan@137 83 blkMask=im2colstep(double(~problemData.IMiss),[windowSize 1],[overlap*windowSize 1]);
ivan@136 84
ivan@136 85 %% Building dictionary
ivan@136 86 if ~exist( 'redundancyFactor', 'var' ) || isempty(redundancyFactor), redundancyFactor = 2; end % Weighting window for dictionary atoms
ivan@136 87 if exist('Dict_fun', 'var')&&~isempty(Dict_fun)
ivan@136 88 param=struct('N', windowSize, 'redundancyFactor', redundancyFactor, 'wd', wd);
ivan@136 89 data.B = Dict_fun(param);
ivan@136 90 end
ivan@136 91
ivan@136 92 data.b = x_clip;
ivan@136 93 data.M = blkMask;
ivan@136 94 data.original = solutionData.xClean;
ivan@136 95 data.clipped = problemData.x;
ivan@136 96 data.clipMask = problemData.IMiss;
ivan@136 97 data.clippingLevel = clippingLevel;
ivan@136 98 data.windowSize = windowSize;
ivan@136 99 data.overlap = overlap;
ivan@136 100 data.ws = ws;
ivan@136 101 data.wa = wa;
ivan@136 102 data.wd = wd;
ivan@136 103
ivan@136 104 data.fs = x.fs;
ivan@136 105 data.nbits = x.nbits;
ivan@136 106
ivan@136 107 [data.m, data.n] = size(x_clip);
ivan@136 108 data.p = windowSize*redundancyFactor; %number of dictionary elements
ivan@136 109
ivan@136 110 cd(TMPpath);
ivan@136 111
ivan@136 112 end